{"id":"W3120309971","doi":"10.1177/1948550620979259","title":"The Social Ecology of COVID-19 Cases and Deaths in New York City: The Role of Walkability, Wealth, and Race","year":2021,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Walkability; Zip code; Geography; Coronavirus disease 2019 (COVID-19); Demography; Environmental health; Ecology; Built environment; Medicine; Cartography; Biology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.004269429,0.0001228049,0.0004317165,0.0000174232,0.001197699,0.00003187717,0.0002540926,0.0001373691,0.00004232351],"category_scores_gemma":[0.01729956,0.00006547096,0.00006248075,0.0004547974,0.005816144,0.00004096824,0.0003662962,0.0002460329,2.310468e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000054729,"about_ca_system_score_gemma":0.0002253712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273135,"about_ca_topic_score_gemma":0.003326233,"domain_scores_codex":[0.9978981,0.0006721859,0.0003727344,0.0004658196,0.0002703058,0.0003208445],"domain_scores_gemma":[0.989235,0.01024376,0.0001859197,0.0001287716,0.00007892733,0.000127652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561519,0.0002332661,0.7651929,0.0001051375,0.0000193346,0.000007300557,0.01633791,1.766531e-7,0.0005599207,0.1975169,0.0008423662,0.01902864],"study_design_scores_gemma":[0.0002090983,0.0000903852,0.600804,0.000002981074,0.00001046491,0.0000111587,0.006686841,0.000009639916,0.000009405971,0.3907664,0.001339973,0.00005963752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440073,0.001580747,0.00002271786,0.05365616,0.00003906557,0.0001917138,0.00002119178,0.00001094295,0.0004701562],"genre_scores_gemma":[0.9974267,0.0002739482,0.0002349093,0.001921245,0.0000705465,0.000007943972,3.178247e-7,0.000002038715,0.00006238293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932495,"threshold_uncertainty_score":0.9968895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3758896761228703,"score_gpt":0.5099111201777925,"score_spread":0.1340214440549222,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}